Best method to split many images inside one

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I want to split many images inside one image.

My method :

1- Quantize image using pyramid segmentation.

2- Extract contour from image.

3- Accumulate horizontal & vertical edges.

4- Compute the intersection of the horizontal & vertical lines.

What is your suggestion for this problem?